{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Canny边缘检测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 流程介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① Canny边缘检测流程：\n",
    "\n",
    "- 1)        使用高斯滤波器，以平滑图像，滤除噪声。\n",
    "\n",
    "- 2)        计算图像中每个像素点的梯度强度和方向。\n",
    "\n",
    "- 3)        应用非极大值（Non-Maximum Suppression）抑制，以消除边缘检测带来的杂散响应。\n",
    "\n",
    "- 4)        应用双阈值（Double-Threshold）检测来确定真实的和潜在的边缘。\n",
    "\n",
    "- 5)        通过抑制孤立的弱边缘最终完成边缘检测。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 高斯滤波器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 高斯滤波器靠近的中心点的权重比较大，较远中心点的权重比较小。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 梯度和方向"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 非极大值抑制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① C 点的梯度和方向可以通过前一步算出来。\n",
    "\n",
    "② C 点的梯度是不是一个极大值点，应该是去跟它的临近点去比较。\n",
    "\n",
    "③ 利用 C 点梯度的方向，可以得到上面有一个交点 Q，下面有一个交点 Z，如果 C 点的梯度比 Q 和 Z 都大，那么 C 就是极大值点，其中 Q 和 Z 的梯度值通过线性差值法来计算。\n",
    "\n",
    "④ 如果 C 的梯度是极大值点，那么 C 就是边缘点。否则 C 不是极大值点，就会被抑制。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 简单计算将像素点周围固定为八个像素，当梯度角度相交的点与哪个方向近，就哪个方向的两个点。\n",
    "\n",
    "② 例如，梯度方向是 43° 就取上下两个像素来做极大值判断，如果梯度方向是 46°，就取左下、右上两个像素来做极大值判断。\n",
    "\n",
    "③ 如下图所示，如果 A 的梯度值比 B 和 C 都要大，那么 A 就是边界，由于边界与梯度方向垂直，所以如下图所示黑色为边界。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 双阈值检测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① C 在 minVal 与 maxVal 之间，是候选边界，若 C 的左右或上下两边连有 A，而 A 是边界，那么定义 C 也是边界。\n",
    "\n",
    "② B 在 minVal 与 maxVal 之间，是候选边界，若B的左右或上下像素都不是边界，那么 B 就被舍弃，不定义为边界。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. Canny代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-26T06:10:11.210810800Z",
     "start_time": "2024-04-26T06:10:09.800039200Z"
    }
   },
   "outputs": [],
   "source": [
    "import cv2 #opencv的缩写为cv2\n",
    "import matplotlib.pyplot as plt # matplotlib库用于绘图展示\n",
    "import numpy as np   # numpy数值计算工具包\n",
    "\n",
    "# 魔法指令，直接展示图，Jupyter notebook特有\n",
    "%matplotlib inline   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-26T06:10:21.845689Z",
     "start_time": "2024-04-26T06:10:16.431727800Z"
    }
   },
   "outputs": [],
   "source": [
    "def cv_show(img,name):\n",
    "    cv2.imshow(name,img)\n",
    "    cv2.waitKey()\n",
    "    cv2.destroyAllWindows()\n",
    "    \n",
    "img = cv2.imread('01_Picture/07_Lena.jpg',cv2.IMREAD_GRAYSCALE) \n",
    "\n",
    "v1 = cv2.Canny(img,80,150) # 第二个参数为minVal，第三个参数为maxVal\n",
    "v2 = cv2.Canny(img,50,100)\n",
    "\n",
    "res = np.hstack((v1,v2))\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-26T06:11:07.573340Z",
     "start_time": "2024-04-26T06:10:24.554898Z"
    }
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('01_Picture/08_Car.png',cv2.IMREAD_GRAYSCALE) \n",
    "\n",
    "v1 = cv2.Canny(img,120,250) # 第二个参数为minVal，第三个参数为maxVal\n",
    "v2 = cv2.Canny(img,50,100)\n",
    "\n",
    "res = np.hstack((v1,v2))\n",
    "cv_show(res,'res')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
